{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "19bccaba",
   "metadata": {},
   "source": [
    "Copyright (c) MONAI Consortium  \n",
    "Licensed under the Apache License, Version 2.0 (the \"License\");  \n",
    "you may not use this file except in compliance with the License.  \n",
    "You may obtain a copy of the License at  \n",
    "&nbsp;&nbsp;&nbsp;&nbsp;http://www.apache.org/licenses/LICENSE-2.0  \n",
    "Unless required by applicable law or agreed to in writing, software  \n",
    "distributed under the License is distributed on an \"AS IS\" BASIS,  \n",
    "WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.  \n",
    "See the License for the specific language governing permissions and  \n",
    "limitations under the License.\n",
    "\n",
    "# MONAI Active Learning Uncertainty Exploration & Results Analysis\n",
    "\n",
    "There are two sections in this notebook: \n",
    "\n",
    "1.) How to visualize uncertainty from given unlabeled samples\n",
    "\n",
    "2.) How to analyze results once the active learning scripts have been run to completion"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0d2ff704",
   "metadata": {},
   "source": [
    "## Setup environment"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d5b36e92",
   "metadata": {},
   "outputs": [],
   "source": [
    "!python -c \"import monai\" || pip install -q \"monai-weekly[pillow, tqdm]\"\n",
    "!python -c \"import matplotlib\" || pip install -q matplotlib\n",
    "!python -c \"import pickle\" || pip install -q pickle\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfad3f0b",
   "metadata": {},
   "source": [
    "## Setup imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "57ef4a1b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MONAI version: 1.4.0rc10\n",
      "Numpy version: 1.24.4\n",
      "Pytorch version: 2.5.0a0+872d972e41.nv24.08.01\n",
      "MONAI flags: HAS_EXT = False, USE_COMPILED = False, USE_META_DICT = False\n",
      "MONAI rev id: cac21f6936a2e8d6e4e57e4e958f8e32aae1585e\n",
      "MONAI __file__: /usr/local/lib/python3.10/dist-packages/monai/__init__.py\n",
      "\n",
      "Optional dependencies:\n",
      "Pytorch Ignite version: 0.4.11\n",
      "ITK version: 5.4.0\n",
      "Nibabel version: 5.2.1\n",
      "scikit-image version: 0.23.2\n",
      "scipy version: 1.13.1\n",
      "Pillow version: 10.4.0\n",
      "Tensorboard version: 2.17.0\n",
      "gdown version: 5.2.0\n",
      "TorchVision version: 0.20.0a0\n",
      "tqdm version: 4.66.4\n",
      "lmdb version: 1.5.1\n",
      "psutil version: 5.9.8\n",
      "pandas version: 2.2.2\n",
      "einops version: 0.7.0\n",
      "transformers version: 4.40.2\n",
      "mlflow version: 2.16.0\n",
      "pynrrd version: 1.0.0\n",
      "clearml version: 1.16.3\n",
      "\n",
      "For details about installing the optional dependencies, please visit:\n",
      "    https://docs.monai.io/en/latest/installation.html#installing-the-recommended-dependencies\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import json\n",
    "import torch\n",
    "import pickle\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from monai.config import print_config\n",
    "from monai.networks.nets import FlexibleUNet\n",
    "from monai.data import DataLoader, Dataset\n",
    "from monai.transforms import Compose, LoadImaged, EnsureChannelFirstd, Resized, ScaleIntensityd, EnsureTyped\n",
    "\n",
    "print_config()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fd6ac83",
   "metadata": {},
   "source": [
    "## Part 1: Uncertainty Visualization"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b132c70",
   "metadata": {},
   "source": [
    "Visualization of the spatial uncertainty maps provides an understanding of what particular regions of the unlabeled image the model is not confident about. The below example will showcase uncertainty on a few examples from the training set."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b098176",
   "metadata": {},
   "source": [
    "### Dataset, Model and Transform Definitions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1d14c99c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "We are set to visualize some cool uncertainty ...\n"
     ]
    }
   ],
   "source": [
    "# Paths, to be defined by user\n",
    "data_root = os.path.normpath(\"/to/be/defined\")\n",
    "json_path = os.path.normpath(\"/to/be/defined\")\n",
    "model_ckpt = os.path.normpath(\"/to/be/defined\")\n",
    "\n",
    "# Load Json file\n",
    "with open(json_path, \"rb\") as f:\n",
    "    json_data = json.load(f)\n",
    "f.close()\n",
    "\n",
    "# Transforms\n",
    "unl_transforms = Compose(\n",
    "    [\n",
    "        LoadImaged(keys=[\"image\"]),\n",
    "        EnsureChannelFirstd(\"image\"),\n",
    "        Resized(keys=[\"image\"], spatial_size=[736, 480], mode=[\"bilinear\"]),\n",
    "        ScaleIntensityd(keys=[\"image\"]),\n",
    "        EnsureTyped(keys=[\"image\"]),\n",
    "    ]\n",
    ")\n",
    "\n",
    "# Append data paths to data root\n",
    "unl_d = json_data[\"train\"]\n",
    "for idx, _each_sample in enumerate(unl_d):\n",
    "    unl_d[idx][\"image\"] = os.path.join(data_root, unl_d[idx][\"image\"])\n",
    "    unl_d[idx][\"label\"] = os.path.join(data_root, unl_d[idx][\"label\"])\n",
    "\n",
    "# Create Data Loader\n",
    "unl_ds = Dataset(data=unl_d, transform=unl_transforms)\n",
    "unl_loader = DataLoader(unl_ds, batch_size=1, shuffle=False)\n",
    "\n",
    "# Model Definition\n",
    "device = torch.device(\"cuda\")\n",
    "\n",
    "model = FlexibleUNet(\n",
    "    in_channels=3, out_channels=2, backbone=\"efficientnet-b0\", pretrained=True, is_pad=False, dropout=0.20\n",
    ").cuda()\n",
    "\n",
    "# Load Model Weights\n",
    "model.load_state_dict(torch.load(model_ckpt, weights_only=True))\n",
    "\n",
    "# Please note that the model is being put to 'train' mode explicitly for Monte-Carlo simulations\n",
    "model.train()\n",
    "print(\"We are set to visualize some cool uncertainty ...\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "22b9db61",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/workspace/Data/robo_tool/dv13_00098.png\n",
      "Variance for image: /workspace/Data/robo_tool/dv13_00098.png is: 0.005063239950686693\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x400 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    counter = 0\n",
    "    for unl_data in unl_loader:\n",
    "        counter = counter + 1\n",
    "        if counter == 89:\n",
    "            unl_inputs = unl_data[\"image\"].to(device)\n",
    "\n",
    "            accum_unl_outputs = []\n",
    "\n",
    "            for _mc in range(10):\n",
    "                unl_outputs = model(unl_inputs)\n",
    "\n",
    "                # Activate the output with Softmax\n",
    "                unl_act_outputs = torch.softmax(unl_outputs, dim=1)\n",
    "\n",
    "                # Accumulate\n",
    "                accum_unl_outputs.append(unl_act_outputs)\n",
    "\n",
    "            # Stack it up, Squeeze and send to CPU\n",
    "            accum_tensor = torch.stack(accum_unl_outputs)\n",
    "            accum_tensor = torch.squeeze(accum_tensor)\n",
    "            accum_numpy = accum_tensor.to(\"cpu\").numpy()\n",
    "            accum_numpy = accum_numpy[:, 1:, :, :]\n",
    "\n",
    "            vol_input = accum_numpy.astype(dtype=\"float32\")\n",
    "            # Threshold values less than or equal to zero\n",
    "            threshold = 0.0005\n",
    "            vol_input[vol_input <= 0] = threshold\n",
    "            variance = np.sum(np.nanvar(vol_input, axis=0), axis=0)\n",
    "\n",
    "            # score_list.append(np.nanmean(variance))\n",
    "            print(unl_data[\"image\"].meta[\"filename_or_obj\"][0])\n",
    "            print(\n",
    "                \"Variance for image: {} is: {}\".format(\n",
    "                    unl_data[\"image\"].meta[\"filename_or_obj\"][0], np.nanmean(variance)\n",
    "                )\n",
    "            )\n",
    "\n",
    "            # Plot with matplotlib and save slices\n",
    "            show_img = np.fliplr(np.swapaxes(np.squeeze(unl_inputs.to(\"cpu\").numpy()), 0, 2))\n",
    "            plt.figure(1, figsize=(12, 4))\n",
    "            plt.subplot(1, 2, 1)\n",
    "            plt.imshow(show_img)\n",
    "            plt.xticks([])\n",
    "            plt.yticks([])\n",
    "            plt.title(\"Input Image\")\n",
    "            plt.subplot(1, 2, 2)\n",
    "            plt.imshow(np.rot90(variance, 3))\n",
    "            plt.xticks([])\n",
    "            plt.yticks([])\n",
    "            plt.title(\"Dropout Uncertainty\")\n",
    "            plt.show()\n",
    "            break"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a8f7b35",
   "metadata": {},
   "source": [
    "## Part 2: Results Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "cc913015",
   "metadata": {},
   "outputs": [],
   "source": [
    "base_path = os.path.normpath(\"/to/be/defined/results/path/from/runner.sh/goes/here\")\n",
    "\n",
    "method_name_list = {\n",
    "    \"random_i15_q15_iter5k\": \"Random\",\n",
    "    \"variance_i15_q15_iter5k\": \"Variance\",\n",
    "}\n",
    "\n",
    "active_iters = 6\n",
    "x = range(0, active_iters)\n",
    "legend_list = []\n",
    "\n",
    "plt.figure(1, figsize=(6, 6))\n",
    "for each_method, legend_name in method_name_list.items():\n",
    "    method_path = os.path.join(base_path, each_method)\n",
    "    legend_list.append(legend_name)\n",
    "    per_active_dice_score = []\n",
    "\n",
    "    trial_path = os.path.join(base_path, each_method)\n",
    "    print(\"Working on {}\".format(trial_path))\n",
    "    pickle_path = os.path.join(trial_path, \"all_metrics.pickle\")\n",
    "    with open(pickle_path, \"rb\") as handle:\n",
    "        data = pickle.load(handle)\n",
    "    handle.close()\n",
    "    for each_iter in range(active_iters):\n",
    "        iter_key = \"model_\" + str(each_iter)\n",
    "        max_val = np.max(data[iter_key][\"test_iou\"])\n",
    "\n",
    "        per_active_dice_score.append(max_val)\n",
    "\n",
    "    plt.plot(x, per_active_dice_score, \"-o\")\n",
    "\n",
    "# Get Full dataset result\n",
    "all_data_result_path = os.path.join(base_path, \"all_data_iter5k\", \"all_metrics.pickle\")\n",
    "with open(all_data_result_path, \"rb\") as handle:\n",
    "    all_data_result = pickle.load(handle)\n",
    "handle.close()\n",
    "all_data_score = all_data_result[\"model_0\"][\"test_iou\"]\n",
    "all_data_list = [all_data_score] * active_iters\n",
    "plt.errorbar(list(range(0, active_iters)), all_data_list, fmt=\"--\", ecolor=\"black\")\n",
    "legend_list.append(\"All Data Supervised\")\n",
    "\n",
    "plt.grid()\n",
    "plt.xlabel(\"Active Iterations\")\n",
    "plt.ylabel(\"Test IoU\")\n",
    "plt.xlim([-0.1, active_iters])\n",
    "plt.xticks(list(range(0, active_iters)))\n",
    "plt.legend(legend_list)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
